{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import datacube.api\n",
    "import numpy\n",
    "import fiona\n",
    "import geopandas\n",
    "import rasterio\n",
    "from affine import Affine\n",
    "from rasterio.crs import from_string\n",
    "import osr\n",
    "from skimage import exposure\n",
    "from image_processing.segmentation import Segments, rasterise_vector\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Query the datacube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dc = datacube.api.API()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Open the vector file and get the bounding box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2c66da550>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fKSwsZNKkSSQnJ4e0vn/84x/s2rWLP//5z0Hfd1FREenp6XTp0iXo+za1U1hO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\nV1detwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c69e4590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vfname = '/g/data2/v10/public/water-example/sample-water-bodies.shp'\n",
    "src = fiona.open(vfname, 'r')\n",
    "xidx = (src.bounds[0], src.bounds[2])\n",
    "yidx = (src.bounds[-1], src.bounds[1])\n",
    "gdf = geopandas.read_file(vfname)\n",
    "gdf.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the co-ordinates of the vector file's bunding box, query the datacube."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 159, x: 4226, y: 4888)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2013-03-26T00:09:17.140271 ...\n",
       "  * y        (y) float64 -3.66e+06 -3.66e+06 -3.66e+06 -3.66e+06 -3.66e+06 ...\n",
       "  * x        (x) float64 1.192e+06 1.192e+06 1.192e+06 1.192e+06 1.192e+06 ...\n",
       "Data variables:\n",
       "    crs      int64 0\n",
       "    band_6   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_7   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_4   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_5   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_2   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_3   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "    band_1   (time, y, x) int16 -999 -999 -999 -999 -999 -999 -999 -999 -999 ...\n",
       "Attributes:\n",
       "    source: This data is a reprojection and retile of Landsat surface reflectance scene data.\n",
       "    summary: These files are experimental, short lived, and the format will change.\n",
       "    product_version: 0.0.0\n",
       "    license: Creative Commons Attribution 4.0 International (CC-BY 4.0)\n",
       "    title: Experimental Data files From the Australian Geoscience Data Cube - DO NOT USE"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nbar = dc.get_dataset(product='nbar', platform='LANDSAT_8', \n",
    "                      y=yidx, x=xidx)\n",
    "nbar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract and convert the co-ordinate reference system into rasterio's preferred format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'lon_0': 132, 'ellps': 'GRS80', 'y_0': 0, 'no_defs': True, 'proj': 'aea', 'x_0': 0, 'units': 'm', 'towgs84': '0,0,0,0,0,0,0', 'lat_2': -36, 'lat_1': -18, 'lat_0': 0}\n"
     ]
    }
   ],
   "source": [
    "sr = osr.SpatialReference()\n",
    "sr.ImportFromWkt(nbar.crs.spatial_ref)\n",
    "crs = from_string(sr.ExportToProj4())\n",
    "print crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create an affine/geotransformtion matrix.\n",
    "\n",
    "We make an assumption that the spatial array is uniformally spaced in order for this to work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| 25.00, 0.00, 1192000.00|\n",
      "| 0.00,-25.00,-3659925.00|\n",
      "| 0.00, 0.00, 1.00|\n"
     ]
    }
   ],
   "source": [
    "pix_x = nbar.x.values[1] - nbar.x.values[0]\n",
    "pix_y = nbar.y.values[1] - nbar.y.values[0]\n",
    "ulx = nbar.x.values[0] - pix_x / 2.0\n",
    "uly = nbar.y.values[0] - pix_y  /2.0\n",
    "transform = Affine.from_gdal(*[ulx, pix_x, 0, uly, 0, pix_y])\n",
    "print transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Determine the pixel size in hectares.  We'll use this later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pixel area in hectares: 0.0625\n"
     ]
    }
   ],
   "source": [
    "ha = pix_x **2 / 10000.0\n",
    "print \"Pixel area in hectares: {}\".format(ha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dims = nbar.band_4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = numpy.zeros((3, dims[1], dims[2]), dtype='float32')\n",
    "img[0] = nbar.band_5[28]\n",
    "img[1] = nbar.band_4[28]\n",
    "img[2] = nbar.band_3[28]\n",
    "img[img == -999] = numpy.nan\n",
    "img /= 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scl = exposure.equalize_hist(img, mask=numpy.isfinite(img))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe2993640d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IIbCFRpkSpx2QkxLbkvRCRT9T2DZ4JYueupzjhhISIXDjjJwwGLUk+VizHqWcTiXViz67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\nRovYw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Y8EKT9+nNJICfn978bPlKg/N0JdCjO9LDFteJwwc0iiQyiiUzg4z9qmRkRMvIWz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\nUlzxOhwhxRWvwxFS/gRCEN6uRmvctwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c53e3bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(scl.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segmentation\n",
    "\n",
    "Rasterise all the geometry contained within the vector file, and create a **Segments** object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of segments: 181\n"
     ]
    }
   ],
   "source": [
    "ras = rasterise_vector(vfname, shape=dims[1:], crs=crs, transform=transform)\n",
    "seg = Segments(ras)\n",
    "print \"Number of segments: {}\".format(seg.n_segments)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the **NIR**, **Green**, & **Red** bands, calculate statistics for every segment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/g/data/v10/public/modules/agdc-py2-env/anaconda2-2.5.0/envs/agdc/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:675: RuntimeWarning: Mean of empty slice\n",
      "  warnings.warn(\"Mean of empty slice\", RuntimeWarning)\n",
      "/g/data/v10/public/modules/agdc-py2-env/anaconda2-2.5.0/envs/agdc/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:326: RuntimeWarning: All-NaN slice encountered\n",
      "  warnings.warn(\"All-NaN slice encountered\", RuntimeWarning)\n",
      "/g/data/v10/public/modules/agdc-py2-env/anaconda2-2.5.0/envs/agdc/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:227: RuntimeWarning: All-NaN axis encountered\n",
      "  warnings.warn(\"All-NaN axis encountered\", RuntimeWarning)\n",
      "/g/data/v10/public/modules/agdc-py2-env/anaconda2-2.5.0/envs/agdc/lib/python2.7/site-packages/numpy/lib/nanfunctions.py:1136: RuntimeWarning: Degrees of freedom <= 0 for slice.\n",
      "  warnings.warn(\"Degrees of freedom <= 0 for slice.\", RuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "dat = nbar.band_5[28].values.astype('float32')\n",
    "dat[dat == -999] = numpy.nan\n",
    "nir_stats = seg.basic_statistics(dat, nan=True, scale_factor=ha)\n",
    "dat = nbar.band_4[28].values.astype('float32')\n",
    "dat[dat == -999] = numpy.nan\n",
    "red_stats = seg.basic_statistics(dat, nan=True, scale_factor=ha)\n",
    "dat = nbar.band_3[28].values.astype('float32')\n",
    "dat[dat == -999] = numpy.nan\n",
    "green_stats = seg.basic_statistics(dat, nan=True, scale_factor=ha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Segment_IDs</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Max</th>\n",
       "      <th>Min</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>182</td>\n",
       "      <td>2759.640381</td>\n",
       "      <td>4058.0</td>\n",
       "      <td>1861.0</td>\n",
       "      <td>558.137939</td>\n",
       "      <td>314599.0</td>\n",
       "      <td>37.8750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>183</td>\n",
       "      <td>1947.141724</td>\n",
       "      <td>2425.0</td>\n",
       "      <td>1504.0</td>\n",
       "      <td>151.191681</td>\n",
       "      <td>467314.0</td>\n",
       "      <td>15.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>184</td>\n",
       "      <td>1646.594849</td>\n",
       "      <td>2214.0</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>226.984085</td>\n",
       "      <td>191005.0</td>\n",
       "      <td>7.2500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>185</td>\n",
       "      <td>2011.195923</td>\n",
       "      <td>2867.0</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>174.165222</td>\n",
       "      <td>5882748.0</td>\n",
       "      <td>182.8125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>186</td>\n",
       "      <td>2148.417480</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>1835.0</td>\n",
       "      <td>137.978973</td>\n",
       "      <td>1014053.0</td>\n",
       "      <td>29.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>187</td>\n",
       "      <td>1993.644165</td>\n",
       "      <td>2976.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>272.751160</td>\n",
       "      <td>7149208.0</td>\n",
       "      <td>224.1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.8125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>189</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.6250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>190</td>\n",
       "      <td>1945.478638</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>159.013412</td>\n",
       "      <td>1317089.0</td>\n",
       "      <td>42.3125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>191</td>\n",
       "      <td>1760.558472</td>\n",
       "      <td>2596.0</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>283.184509</td>\n",
       "      <td>9343284.0</td>\n",
       "      <td>331.6875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Segment_IDs         Mean     Max     Min      StdDev      Total      Area\n",
       "0          182  2759.640381  4058.0  1861.0  558.137939   314599.0   37.8750\n",
       "1          183  1947.141724  2425.0  1504.0  151.191681   467314.0   15.0000\n",
       "2          184  1646.594849  2214.0  1389.0  226.984085   191005.0    7.2500\n",
       "3          185  2011.195923  2867.0  1422.0  174.165222  5882748.0  182.8125\n",
       "4          186  2148.417480  2517.0  1835.0  137.978973  1014053.0   29.5000\n",
       "5          187  1993.644165  2976.0   900.0  272.751160  7149208.0  224.1250\n",
       "6          188          NaN     NaN     NaN         NaN        0.0   22.8125\n",
       "7          189          NaN     NaN     NaN         NaN        0.0   11.6250\n",
       "8          190  1945.478638  2528.0  1405.0  159.013412  1317089.0   42.3125\n",
       "9          191  1760.558472  2596.0  1040.0  283.184509  9343284.0  331.6875"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nir_stats.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Viewing segments\n",
    "Get the bounding boxes for every segment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bboxes = seg.bounding_box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((3582, 3641), (88, 171))\n"
     ]
    }
   ],
   "source": [
    "sid = 185\n",
    "window = bboxes[sid]\n",
    "ys, ye = window[0]\n",
    "xs, xe = window[1]\n",
    "print window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe3102fbe50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hNm9pfvu4j3qWB8jqZLRT7+IA2dMQvPm52ZhMVraXzDjpOrM2nAgJC1kvQ7qy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe29937a750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subs = img[:, ys:ye, xs:xe]\n",
    "scl_subs = exposure.equalize_hist(subs, mask=numpy.isfinite(subs))\n",
    "plt.title(src[sid - 1]['properties']['FEATURETYP'] +  ' (???)')\n",
    "plt.imshow(scl_subs.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find a segment with a low **mean** value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Segment_IDs</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Max</th>\n",
       "      <th>Min</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>357</td>\n",
       "      <td>387.886719</td>\n",
       "      <td>3297.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>583.76947</td>\n",
       "      <td>2653921.0</td>\n",
       "      <td>427.625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Segment_IDs        Mean     Max   Min     StdDev      Total     Area\n",
       "175          357  387.886719  3297.0  10.0  583.76947  2653921.0  427.625"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nir_stats[nir_stats['Mean'] < 500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((1963, 2049), (2055, 2168))\n"
     ]
    }
   ],
   "source": [
    "sid = 357\n",
    "window = bboxes[sid]\n",
    "ys, ye = window[0]\n",
    "xs, xe = window[1]\n",
    "print window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe299364350>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WfuVi5lcuM/dz4aJYuNwn7gJxDKQ7IztRznaBUCplLuSi7OKO4dZdY4dkQreA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ZCTJ2FYZNT9VhImyNpzS1bs6KgfFxhodjLrYmwSQfbVY4N0wr3fm6SUu4zT6SiGEMnquIeQYO+x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M4G3xw6JyZ3OBsR5LZMQM91b7sDh7fmmXnRx42K972PnaF5UYHx2wiPvckUrMmQseFzZalHab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\ndsXLDhB3ZVd2ZVe8/F+rxUpFJIyxWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe299364d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subs = img[:, ys:ye, xs:xe]\n",
    "scl_subs = exposure.equalize_hist(subs, mask=numpy.isfinite(subs))\n",
    "plt.title(src[sid - 1]['properties']['FEATURETYP'])\n",
    "plt.imshow(scl_subs.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((2269, 2821), (3670, 3973))\n"
     ]
    }
   ],
   "source": [
    "sid = 262\n",
    "window = bboxes[sid]\n",
    "ys, ye = window[0]\n",
    "xs, xe = window[1]\n",
    "print window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe2c583d750>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gb/Y4afsGdjwixp690DAtTpMZR5aPsUZRFJGSU8dfB4SVGCEGaywJIapy2OzS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\nuosPNP4vPpy9veIsyZgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c541b190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "subs = img[:, ys:ye, xs:xe]\n",
    "scl_subs = exposure.equalize_hist(subs, mask=numpy.isfinite(subs))\n",
    "plt.title(src[sid - 1]['properties']['NAME'])\n",
    "plt.imshow(scl_subs.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Timeseries of the SWIR band for every segment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dat = nbar.band_6[0].values.astype('float32')\n",
    "dat[dat == -999] = numpy.nan\n",
    "swir_stats = seg.basic_statistics(dat, nan=True, scale_factor=ha)\n",
    "swir_stats['timestamp'] = nbar.time[0].values\n",
    "for i in range(1, dims[0]):\n",
    "    dat = nbar.band_6[i].values.astype('float32')\n",
    "    dat[dat == -999] = numpy.nan\n",
    "    stats = seg.basic_statistics(dat, nan=True, scale_factor=ha)\n",
    "    stats['timestamp'] = nbar.time[i].values\n",
    "    swir_stats = swir_stats.append(stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "swir_stats.set_index('timestamp', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of records: 28779\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Segment_IDs</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Max</th>\n",
       "      <th>Min</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>182</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.8750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>183</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182.8125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>187</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>224.1250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.8125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>189</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.6250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.3125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-26 00:09:17.140271</th>\n",
       "      <td>191</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>331.6875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Segment_IDs  Mean  Max  Min  StdDev  Total  \\\n",
       "timestamp                                                                \n",
       "2013-03-26 00:09:17.140271          182   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          183   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          184   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          185   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          186   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          187   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          188   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          189   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          190   NaN  NaN  NaN     NaN    0.0   \n",
       "2013-03-26 00:09:17.140271          191   NaN  NaN  NaN     NaN    0.0   \n",
       "\n",
       "                                Area  \n",
       "timestamp                             \n",
       "2013-03-26 00:09:17.140271   37.8750  \n",
       "2013-03-26 00:09:17.140271   15.0000  \n",
       "2013-03-26 00:09:17.140271    7.2500  \n",
       "2013-03-26 00:09:17.140271  182.8125  \n",
       "2013-03-26 00:09:17.140271   29.5000  \n",
       "2013-03-26 00:09:17.140271  224.1250  \n",
       "2013-03-26 00:09:17.140271   22.8125  \n",
       "2013-03-26 00:09:17.140271   11.6250  \n",
       "2013-03-26 00:09:17.140271   42.3125  \n",
       "2013-03-26 00:09:17.140271  331.6875  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"Number of records: {}\".format(swir_stats.shape[0])\n",
    "swir_stats.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Segment (polygon) timeseries profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2c4154d10>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LZNEicx2HOeII+MpXYP58q5tVLWJVBKr6HPCc+7wUOCLHelcDV2dpnwbsE6dMUSklPhAw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\nCII25780Zpw6N5mm0gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c419f510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sid = 262\n",
    "roi = swir_stats[swir_stats['Segment_IDs'] == sid]\n",
    "roi = roi[numpy.isfinite(roi['Mean'])]\n",
    "roi['Mean'].plot(title=src[sid - 1]['properties']['NAME'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe29928d350>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+M0pEZovIByKyZ2j7tiLyjoh8KCI31EaOUlUExRwwnjQJttgCNtwwaUmMcrcI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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c5506610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sid = 357\n",
    "roi = swir_stats[swir_stats['Segment_IDs'] == sid]\n",
    "roi = roi[numpy.isfinite(roi['Mean'])]\n",
    "roi['Mean'].plot(title=src[sid - 1]['properties']['FEATURETYP'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2991f1e50>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZBY6rVhGISDsReVZEXhCRl0XknNDeWUQeEpE3RORBEVkv9pmzRWSWiLwmIqNi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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe2c54d0c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sid = 185\n",
    "roi = swir_stats[swir_stats['Segment_IDs'] == sid]\n",
    "roi = roi[numpy.isfinite(roi['Mean'])]\n",
    "roi['Mean'].plot(title=src[sid - 1]['properties']['FEATURETYP'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Investigating a segment/polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sid = 262\n",
    "window = bboxes[sid]\n",
    "ys, ye = window[0]\n",
    "xs, xe = window[1]\n",
    "roi = swir_stats[swir_stats['Segment_IDs'] == sid]\n",
    "roi = roi[numpy.isfinite(roi['Mean'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Segment_IDs</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Max</th>\n",
       "      <th>Min</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-05-26 00:10:29.522857</th>\n",
       "      <td>262</td>\n",
       "      <td>1068.986938</td>\n",
       "      <td>3572.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1121.092529</td>\n",
       "      <td>111261232.0</td>\n",
       "      <td>6505.0625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-08-30 00:10:29.317821</th>\n",
       "      <td>262</td>\n",
       "      <td>1091.199707</td>\n",
       "      <td>4498.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1098.150024</td>\n",
       "      <td>113573152.0</td>\n",
       "      <td>6505.0625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Segment_IDs         Mean     Max   Min  \\\n",
       "timestamp                                                            \n",
       "2013-05-26 00:10:29.522857          262  1068.986938  3572.0  10.0   \n",
       "2013-08-30 00:10:29.317821          262  1091.199707  4498.0  10.0   \n",
       "\n",
       "                                 StdDev        Total       Area  \n",
       "timestamp                                                        \n",
       "2013-05-26 00:10:29.522857  1121.092529  111261232.0  6505.0625  \n",
       "2013-08-30 00:10:29.317821  1098.150024  113573152.0  6505.0625  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wh1 = (roi['Mean'] < 1100) & (roi['Total'] > 110000000)\n",
    "roi[wh1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Segment_IDs</th>\n",
       "      <th>Mean</th>\n",
       "      <th>Max</th>\n",
       "      <th>Min</th>\n",
       "      <th>StdDev</th>\n",
       "      <th>Total</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-12-20 00:09:54.117418</th>\n",
       "      <td>262</td>\n",
       "      <td>2929.727051</td>\n",
       "      <td>4735.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>399.086304</td>\n",
       "      <td>304928928.0</td>\n",
       "      <td>6505.0625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-29 00:03:40.964257</th>\n",
       "      <td>262</td>\n",
       "      <td>3121.633301</td>\n",
       "      <td>4408.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>348.412964</td>\n",
       "      <td>64780136.0</td>\n",
       "      <td>6505.0625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Segment_IDs         Mean     Max    Min  \\\n",
       "timestamp                                                             \n",
       "2013-12-20 00:09:54.117418          262  2929.727051  4735.0  152.0   \n",
       "2013-12-29 00:03:40.964257          262  3121.633301  4408.0  933.0   \n",
       "\n",
       "                                StdDev        Total       Area  \n",
       "timestamp                                                       \n",
       "2013-12-20 00:09:54.117418  399.086304  304928928.0  6505.0625  \n",
       "2013-12-29 00:03:40.964257  348.412964   64780136.0  6505.0625  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wh2 = (roi['Mean'] > 2900) & (roi['StdDev'] < 400)\n",
    "roi[wh2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe298fb3750>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0N4I4UmLyzX3FF5JcnniMFrtKdU87HkpjzXXzhQkNw+XR9WWA8VTfP+gBqb4z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O8c4eS83J9mTr0B/suU0geAHwT+c+fc+4C/B/xGSulJ4DeBnwNwzj0F/HXg/cBPAT/v3DfpAHLZ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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe299022050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2)\n",
    "timestamp = roi[wh1].index[0]\n",
    "subs[0] = nbar.band_5.loc[timestamp][ys:ye, xs:xe]\n",
    "subs[1] = nbar.band_4.loc[timestamp][ys:ye, xs:xe]\n",
    "subs[1] = nbar.band_3.loc[timestamp][ys:ye, xs:xe]\n",
    "scl_subs = exposure.equalize_hist(subs, mask=subs != -999)\n",
    "axes[0].set_title(timestamp)\n",
    "axes[0].imshow(scl_subs.transpose(1, 2, 0))\n",
    "timestamp = roi[wh2].index[0]\n",
    "subs[0] = nbar.band_5.loc[timestamp][ys:ye, xs:xe]\n",
    "subs[1] = nbar.band_4.loc[timestamp][ys:ye, xs:xe]\n",
    "subs[1] = nbar.band_3.loc[timestamp][ys:ye, xs:xe]\n",
    "scl_subs = exposure.equalize_hist(subs, mask=subs != -999)\n",
    "axes[1].set_title(timestamp)\n",
    "axes[1].imshow(scl_subs.transpose(1, 2, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
